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| 1 | +function [res, labels] = regionIsosurfaces(obj, varargin) |
| 2 | +% Generate isosurface of each region within a label image. |
| 3 | +% |
| 4 | +% MESHES = regionIsosurfaces(LBL) |
| 5 | +% Computes isosurfaces of each region within the label image LBL. |
| 6 | +% |
| 7 | +% |
| 8 | +% Example |
| 9 | +% markers = Image.true([50 50 50]); |
| 10 | +% n = 100; |
| 11 | +% rng(10); |
| 12 | +% seeds = randi(50, [n 3]); |
| 13 | +% for i = 1:n |
| 14 | +% markers(seeds(i,1), seeds(i,2), seeds(i,3)) = false; |
| 15 | +% end |
| 16 | +% wat = watershed(distanceMap(markers), 6); |
| 17 | +% wat2 = killBorders(wat); |
| 18 | +% figure; hold on; axis equal; |
| 19 | +% regionIsosurfaces(wat2, 'smoothRadius', 2, 'LineStyle', 'none'); |
| 20 | +% view(3), light; |
| 21 | +% |
| 22 | +% See also |
| 23 | +% isosurface, gt |
| 24 | +% |
| 25 | + |
| 26 | +% ------ |
| 27 | +% Author: David Legland |
| 28 | + |
| 29 | +% INRAE - BIA Research Unit - BIBS Platform (Nantes) |
| 30 | +% Created: 2021-02-22, using Matlab 9.8.0.1323502 (R2020a) |
| 31 | +% Copyright 2021 INRAE. |
| 32 | + |
| 33 | + |
| 34 | +%% Input arguiment processing |
| 35 | + |
| 36 | +% check if labels are specified |
| 37 | +labels = []; |
| 38 | +if ~isempty(varargin) && size(varargin{1}, 2) == 1 |
| 39 | + labels = varargin{1}; |
| 40 | + varargin(1) = []; |
| 41 | +end |
| 42 | + |
| 43 | +% extract the set of labels, without the background |
| 44 | +if isempty(labels) |
| 45 | + labels = findRegionLabels(obj); |
| 46 | +end |
| 47 | +nLabels = length(labels); |
| 48 | + |
| 49 | +% parse other options |
| 50 | +smoothRadius = 0; |
| 51 | +siz = 0; |
| 52 | +if ~isempty(varargin) && strcmpi(varargin{1}, 'smoothRadius') |
| 53 | + smoothRadius = varargin{2}; |
| 54 | + if isscalar(smoothRadius) |
| 55 | + smoothRadius = smoothRadius([1 1 1]); |
| 56 | + end |
| 57 | + siz = floor(smoothRadius * 2) + 1; |
| 58 | + varargin(1:2) = []; |
| 59 | +end |
| 60 | + |
| 61 | + |
| 62 | +%% Preprocessing |
| 63 | + |
| 64 | +% retrieve voxel coordinates in physical space |
| 65 | +% (common to all labels) |
| 66 | +x = getX(obj); |
| 67 | +y = getY(obj); |
| 68 | +z = getZ(obj); |
| 69 | + |
| 70 | +% permute data to comply with Matlab orientation |
| 71 | +v = permute(obj.Data(:,:,:,1,1), [2 1 3]); |
| 72 | + |
| 73 | +% allocate memory for labels |
| 74 | +meshes = cell(1, nLabels); |
| 75 | + |
| 76 | + |
| 77 | +%% Isosurface computation |
| 78 | + |
| 79 | +% iterate over regions to generate isosurfaces |
| 80 | +for iLabel = 1:nLabels |
| 81 | + label = labels(iLabel); |
| 82 | + |
| 83 | + vol = double(v == label); |
| 84 | + % optional smoothing |
| 85 | + if smoothRadius > 0 |
| 86 | + vol = filterData(vol, siz, smoothRadius); |
| 87 | + end |
| 88 | + |
| 89 | + meshes{iLabel} = isosurface(x, y, z, vol, 0.5); |
| 90 | +end |
| 91 | + |
| 92 | + |
| 93 | +%% Finalization |
| 94 | + |
| 95 | +if nargout == 0 |
| 96 | + % display isosurfaces |
| 97 | + for i = 1:nLabels |
| 98 | + patch(meshes{i}, varargin{:}); |
| 99 | + end |
| 100 | + |
| 101 | +else |
| 102 | + % return computed mesh list |
| 103 | + res = meshes; |
| 104 | +end |
| 105 | +end |
| 106 | + |
| 107 | +%% Utility function |
| 108 | +function data = filterData(data, kernelSize, sigma) |
| 109 | +% process each direction |
| 110 | +for i = 1:3 |
| 111 | + % compute spatial reference |
| 112 | + refSize = (kernelSize(i) - 1) / 2; |
| 113 | + s0 = floor(refSize); |
| 114 | + s1 = ceil(refSize); |
| 115 | + lx = -s0:s1; |
| 116 | + |
| 117 | + % compute normalized kernel |
| 118 | + sigma2 = 2*sigma(i).^2; |
| 119 | + kernel = exp(-(lx.^2 / sigma2)); |
| 120 | + kernel = kernel / sum(kernel); |
| 121 | + |
| 122 | + % reshape the kernel such as it is elongated in the i-th direction |
| 123 | + newDim = [ones(1, i-1) kernelSize(i) ones(1, 3-i)]; |
| 124 | + kernel = reshape(kernel, newDim); |
| 125 | + |
| 126 | + % apply filtering along one direction |
| 127 | + data = imfilter(data, kernel, 'replicate'); |
| 128 | +end |
| 129 | +end |
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